Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 5707 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 445.9 KiB |
| Average record size in memory | 80.0 B |
Variable types
| Numeric | 9 |
|---|
basket_size is highly overall correlated with unique_basket_size and 2 other fields | High correlation |
unique_basket_size is highly overall correlated with basket_size and 1 other fields | High correlation |
gross_revenue is highly overall correlated with basket_size and 2 other fields | High correlation |
recency_days is highly overall correlated with qtd_purchases | High correlation |
qtd_purchases is highly overall correlated with gross_revenue and 2 other fields | High correlation |
frequency is highly overall correlated with qtd_purchases | High correlation |
qtd_products is highly overall correlated with basket_size and 2 other fields | High correlation |
ticket_size is highly skewed (γ1 = 52.10416182) | Skewed |
basket_size is highly skewed (γ1 = 48.5851171) | Skewed |
gross_revenue is highly skewed (γ1 = 21.65063354) | Skewed |
customer_id has unique values | Unique |
Reproduction
| Analysis started | 2023-02-21 20:19:50.755854 |
|---|---|
| Analysis finished | 2023-02-21 20:19:58.173572 |
| Duration | 7.42 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
| Distinct | 5707 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16595.205 |
| Minimum | 12346 |
|---|---|
| Maximum | 21372 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.2 KiB |
Quantile statistics
| Minimum | 12346 |
|---|---|
| 5-th percentile | 12697.9 |
| Q1 | 14288.5 |
| median | 16232 |
| Q3 | 18215.5 |
| 95-th percentile | 21086.7 |
| Maximum | 21372 |
| Range | 9026 |
| Interquartile range (IQR) | 3927 |
Descriptive statistics
| Standard deviation | 2755.351 |
|---|---|
| Coefficient of variation (CV) | 0.16603296 |
| Kurtosis | -1.1253584 |
| Mean | 16595.205 |
| Median Absolute Deviation (MAD) | 1964 |
| Skewness | 0.31260909 |
| Sum | 94708835 |
| Variance | 7591959.2 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 12346 | 1 | < 0.1% |
| 17537 | 1 | < 0.1% |
| 17567 | 1 | < 0.1% |
| 17566 | 1 | < 0.1% |
| 17564 | 1 | < 0.1% |
| 17562 | 1 | < 0.1% |
| 17561 | 1 | < 0.1% |
| 17560 | 1 | < 0.1% |
| 17557 | 1 | < 0.1% |
| 17556 | 1 | < 0.1% |
| Other values (5697) | 5697 |
| Value | Count | Frequency (%) |
| 12346 | 1 | |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 |
| Value | Count | Frequency (%) |
| 21372 | 1 | |
| 21371 | 1 | |
| 21370 | 1 | |
| 21369 | 1 | |
| 21368 | 1 | |
| 21367 | 1 | |
| 21366 | 1 | |
| 21365 | 1 | |
| 21364 | 1 | |
| 21363 | 1 |
ticket_size
Real number (ℝ)
| Distinct | 5517 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.256115 |
| Minimum | 0.42 |
|---|---|
| Maximum | 84235.525 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.2 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 3.4763867 |
| Q1 | 8.2029754 |
| median | 16.232254 |
| Q3 | 23.85 |
| 95-th percentile | 85.42005 |
| Maximum | 84235.525 |
| Range | 84235.105 |
| Interquartile range (IQR) | 15.647025 |
Descriptive statistics
| Standard deviation | 1526.7214 |
|---|---|
| Coefficient of variation (CV) | 24.523236 |
| Kurtosis | 2761.3261 |
| Mean | 62.256115 |
| Median Absolute Deviation (MAD) | 7.9103655 |
| Skewness | 52.104162 |
| Sum | 355295.65 |
| Variance | 2330878.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.75 | 11 | 0.2% |
| 4.95 | 10 | 0.2% |
| 1.25 | 9 | 0.2% |
| 2.95 | 9 | 0.2% |
| 7.95 | 8 | 0.1% |
| 1.65 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 8.25 | 7 | 0.1% |
| 3.35 | 6 | 0.1% |
| 4.15 | 6 | 0.1% |
| Other values (5507) | 5627 |
| Value | Count | Frequency (%) |
| 0.42 | 3 | |
| 0.535 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.8371428571 | 1 | < 0.1% |
| 0.84 | 2 | |
| 0.85 | 3 | |
| 1.002222222 | 1 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| 1.03875 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 84235.525 | 1 | |
| 77183.6 | 1 | |
| 13305.5 | 1 | |
| 4426.521111 | 1 | |
| 3861 | 1 | |
| 3202.92 | 1 | |
| 3096 | 1 | |
| 1900.125 | 1 | |
| 1879.28 | 1 | |
| 1815.2 | 1 |
basket_size
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2370 |
|---|---|
| Distinct (%) | 41.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 268.17393 |
| Minimum | 1 |
|---|---|
| Maximum | 74215 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 75 |
| median | 152 |
| Q3 | 290.875 |
| 95-th percentile | 733.8125 |
| Maximum | 74215 |
| Range | 74214 |
| Interquartile range (IQR) | 215.875 |
Descriptive statistics
| Standard deviation | 1197.9558 |
|---|---|
| Coefficient of variation (CV) | 4.4670853 |
| Kurtosis | 2774.0511 |
| Mean | 268.17393 |
| Median Absolute Deviation (MAD) | 97 |
| Skewness | 48.585117 |
| Sum | 1530468.6 |
| Variance | 1435098.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 116 | 2.0% |
| 2 | 72 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 26 | 0.5% |
| 100 | 22 | 0.4% |
| 72 | 22 | 0.4% |
| 88 | 21 | 0.4% |
| Other values (2360) | 5264 |
| Value | Count | Frequency (%) |
| 1 | 116 | |
| 2 | 72 | |
| 3 | 51 | |
| 3.333333333 | 1 | < 0.1% |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 5.333333333 | 1 | < 0.1% |
| 5.666666667 | 1 | < 0.1% |
| 6 | 29 | 0.5% |
| 6.142857143 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 74215 | 1 | |
| 40498.5 | 1 | |
| 14149 | 1 | |
| 13956 | 1 | |
| 7824 | 1 | |
| 6009.333333 | 1 | |
| 5963 | 1 | |
| 5197 | 1 | |
| 4300 | 1 | |
| 4282 | 1 |
unique_basket_size
Real number (ℝ)
| Distinct | 1242 |
|---|---|
| Distinct (%) | 21.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.377972 |
| Minimum | 1 |
|---|---|
| Maximum | 1109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 8.9212121 |
| median | 17.7 |
| Q3 | 34.6125 |
| 95-th percentile | 173 |
| Maximum | 1109 |
| Range | 1108 |
| Interquartile range (IQR) | 25.691288 |
Descriptive statistics
| Standard deviation | 76.661363 |
|---|---|
| Coefficient of variation (CV) | 1.9468083 |
| Kurtosis | 32.701861 |
| Mean | 39.377972 |
| Median Absolute Deviation (MAD) | 11.033333 |
| Skewness | 5.0399239 |
| Sum | 224730.08 |
| Variance | 5876.9646 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 287 | 5.0% |
| 2 | 157 | 2.8% |
| 3 | 116 | 2.0% |
| 13 | 110 | 1.9% |
| 10 | 103 | 1.8% |
| 9 | 98 | 1.7% |
| 11 | 96 | 1.7% |
| 5 | 96 | 1.7% |
| 6 | 93 | 1.6% |
| 7 | 91 | 1.6% |
| Other values (1232) | 4460 |
| Value | Count | Frequency (%) |
| 1 | 287 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | < 0.1% |
| 1.5 | 9 | 0.2% |
| 1.545454545 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 1.888888889 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1109 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 | |
| 703 | 1 | |
| 686 | 1 | |
| 675 | 1 | |
| 673 | 1 | |
| 660 | 1 | |
| 649 | 1 |
gross_revenue
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 5463 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1801.1622 |
| Minimum | 0.42 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.2 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 13.33 |
| Q1 | 236.24 |
| median | 612.78 |
| Q3 | 1568.67 |
| 95-th percentile | 5312.424 |
| Maximum | 279138.02 |
| Range | 279137.6 |
| Interquartile range (IQR) | 1332.43 |
Descriptive statistics
| Standard deviation | 7889.3166 |
|---|---|
| Coefficient of variation (CV) | 4.3801255 |
| Kurtosis | 609.41668 |
| Mean | 1801.1622 |
| Median Absolute Deviation (MAD) | 478.61 |
| Skewness | 21.650634 |
| Sum | 10279233 |
| Variance | 62241317 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.95 | 9 | 0.2% |
| 2.95 | 8 | 0.1% |
| 1.25 | 8 | 0.1% |
| 4.95 | 8 | 0.1% |
| 1.65 | 7 | 0.1% |
| 3.75 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 7.5 | 6 | 0.1% |
| 4.25 | 6 | 0.1% |
| 5.95 | 6 | 0.1% |
| Other values (5453) | 5635 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | |
| 1.69 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 77183.6 | 1 | |
| 72882.09 | 1 |
recency_days
Real number (ℝ)
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.91432 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 38 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 23 |
| median | 71 |
| Q3 | 200 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 177 |
Descriptive statistics
| Standard deviation | 111.5545 |
|---|---|
| Coefficient of variation (CV) | 0.95415607 |
| Kurtosis | -0.64178678 |
| Mean | 116.91432 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.81381712 |
| Sum | 667230 |
| Variance | 12444.407 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 91 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 17 | 79 | 1.4% |
| 9 | 79 | 1.4% |
| 7 | 78 | 1.4% |
| 15 | 68 | 1.2% |
| Other values (294) | 4831 |
| Value | Count | Frequency (%) |
| 0 | 38 | 0.7% |
| 1 | 110 | |
| 2 | 91 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 78 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 22 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
qtd_purchases
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4655686 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.8029445 |
|---|---|
| Coefficient of variation (CV) | 1.9630096 |
| Kurtosis | 303.12306 |
| Mean | 3.4655686 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.212884 |
| Sum | 19778 |
| Variance | 46.280053 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2878 | |
| 2 | 831 | 14.6% |
| 3 | 502 | 8.8% |
| 4 | 395 | 6.9% |
| 5 | 236 | 4.1% |
| 6 | 173 | 3.0% |
| 7 | 139 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 68 | 1.2% |
| 10 | 55 | 1.0% |
| Other values (46) | 332 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 2878 | |
| 2 | 831 | 14.6% |
| 3 | 502 | 8.8% |
| 4 | 395 | 6.9% |
| 5 | 236 | 4.1% |
| 6 | 173 | 3.0% |
| 7 | 139 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 68 | 1.2% |
| 10 | 55 | 1.0% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 1 | |
| 90 | 1 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 |
frequency
Real number (ℝ)
| Distinct | 1224 |
|---|---|
| Distinct (%) | 21.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.53768385 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.2 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.011035505 |
| Q1 | 0.024965374 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455 |
| Interquartile range (IQR) | 0.97503463 |
Descriptive statistics
| Standard deviation | 0.53016563 |
|---|---|
| Coefficient of variation (CV) | 0.98601739 |
| Kurtosis | 160.88187 |
| Mean | 0.53768385 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.1973416 |
| Sum | 3068.5617 |
| Variance | 0.2810756 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2939 | |
| 0.0625 | 18 | 0.3% |
| 0.02777777778 | 17 | 0.3% |
| 0.02380952381 | 16 | 0.3% |
| 0.03448275862 | 15 | 0.3% |
| 0.08333333333 | 15 | 0.3% |
| 0.09090909091 | 15 | 0.3% |
| 0.02941176471 | 14 | 0.2% |
| 0.07692307692 | 13 | 0.2% |
| 0.03571428571 | 13 | 0.2% |
| Other values (1214) | 2632 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 2939 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| 0.5 | 3 | 0.1% |
qtd_products
Real number (ℝ)
| Distinct | 439 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.6082 |
| Minimum | 1 |
|---|---|
| Maximum | 1786 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 13 |
| median | 36 |
| Q3 | 84 |
| 95-th percentile | 241 |
| Maximum | 1786 |
| Range | 1785 |
| Interquartile range (IQR) | 71 |
Descriptive statistics
| Standard deviation | 101.64772 |
|---|---|
| Coefficient of variation (CV) | 1.4602837 |
| Kurtosis | 43.945149 |
| Mean | 69.6082 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 4.7067571 |
| Sum | 397254 |
| Variance | 10332.259 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 280 | 4.9% |
| 2 | 149 | 2.6% |
| 3 | 113 | 2.0% |
| 10 | 101 | 1.8% |
| 5 | 99 | 1.7% |
| 9 | 96 | 1.7% |
| 8 | 93 | 1.6% |
| 11 | 93 | 1.6% |
| 6 | 92 | 1.6% |
| 7 | 90 | 1.6% |
| Other values (429) | 4501 |
| Value | Count | Frequency (%) |
| 1 | 280 | |
| 2 | 149 | |
| 3 | 113 | |
| 4 | 90 | 1.6% |
| 5 | 99 | 1.7% |
| 6 | 92 | 1.6% |
| 7 | 90 | 1.6% |
| 8 | 93 | 1.6% |
| 9 | 96 | 1.7% |
| 10 | 101 | 1.8% |
| Value | Count | Frequency (%) |
| 1786 | 1 | |
| 1766 | 1 | |
| 1322 | 1 | |
| 1118 | 1 | |
| 1109 | 1 | |
| 884 | 1 | |
| 816 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 |
| customer_id | ticket_size | basket_size | unique_basket_size | gross_revenue | recency_days | qtd_purchases | frequency | qtd_products | |
|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.394 | -0.146 | 0.112 | -0.182 | 0.243 | -0.384 | 0.386 | -0.018 |
| ticket_size | -0.394 | 1.000 | 0.255 | -0.350 | 0.366 | -0.182 | 0.323 | -0.276 | -0.160 |
| basket_size | -0.146 | 0.255 | 1.000 | 0.612 | 0.722 | -0.198 | 0.157 | -0.128 | 0.618 |
| unique_basket_size | 0.112 | -0.350 | 0.612 | 1.000 | 0.489 | -0.034 | -0.049 | 0.036 | 0.822 |
| gross_revenue | -0.182 | 0.366 | 0.722 | 0.489 | 1.000 | -0.425 | 0.644 | -0.457 | 0.794 |
| recency_days | 0.243 | -0.182 | -0.198 | -0.034 | -0.425 | 1.000 | -0.595 | 0.490 | -0.325 |
| qtd_purchases | -0.384 | 0.323 | 0.157 | -0.049 | 0.644 | -0.595 | 1.000 | -0.813 | 0.450 |
| frequency | 0.386 | -0.276 | -0.128 | 0.036 | -0.457 | 0.490 | -0.813 | 1.000 | -0.314 |
| qtd_products | -0.018 | -0.160 | 0.618 | 0.822 | 0.794 | -0.325 | 0.450 | -0.314 | 1.000 |
| customer_id | ticket_size | basket_size | unique_basket_size | gross_revenue | recency_days | qtd_purchases | frequency | qtd_products | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 12346 | 77183.60 | 74215.00 | 1.00 | 77183.60 | 325 | 1 | 1.00 | 1 |
| 1 | 12347 | 23.10 | 351.14 | 26.00 | 4310.00 | 2 | 7 | 0.02 | 103 |
| 2 | 12348 | 73.76 | 583.00 | 5.75 | 1437.24 | 75 | 4 | 0.01 | 21 |
| 3 | 12349 | 20.24 | 630.00 | 72.00 | 1457.55 | 18 | 1 | 1.00 | 72 |
| 4 | 12350 | 18.40 | 196.00 | 16.00 | 294.40 | 310 | 1 | 1.00 | 16 |
| 5 | 12352 | 18.72 | 75.14 | 11.00 | 1385.74 | 36 | 7 | 0.03 | 57 |
| 6 | 12353 | 22.25 | 20.00 | 4.00 | 89.00 | 204 | 1 | 1.00 | 4 |
| 7 | 12354 | 18.61 | 530.00 | 58.00 | 1079.40 | 232 | 1 | 1.00 | 58 |
| 8 | 12355 | 35.34 | 240.00 | 13.00 | 459.40 | 214 | 1 | 1.00 | 13 |
| 9 | 12356 | 35.92 | 524.33 | 19.33 | 2487.43 | 22 | 3 | 0.01 | 52 |
| customer_id | ticket_size | basket_size | unique_basket_size | gross_revenue | recency_days | qtd_purchases | frequency | qtd_products | |
|---|---|---|---|---|---|---|---|---|---|
| 5697 | 21363 | 9.01 | 1852.00 | 675.00 | 6083.95 | 1 | 1 | 1.00 | 675 |
| 5698 | 21364 | 9.56 | 2150.00 | 748.00 | 7150.07 | 1 | 1 | 1.00 | 748 |
| 5699 | 21365 | 18.16 | 691.00 | 203.00 | 3686.80 | 1 | 1 | 1.00 | 203 |
| 5700 | 21366 | 78.06 | 1074.00 | 55.00 | 4839.42 | 1 | 1 | 1.00 | 55 |
| 5701 | 21367 | 2.56 | 14.00 | 7.00 | 17.90 | 1 | 1 | 1.00 | 7 |
| 5702 | 21368 | 1.68 | 2.00 | 2.00 | 3.35 | 1 | 1 | 1.00 | 2 |
| 5703 | 21369 | 8.99 | 1747.00 | 634.00 | 5699.00 | 1 | 1 | 1.00 | 634 |
| 5704 | 21370 | 9.25 | 2010.00 | 730.00 | 6756.06 | 0 | 1 | 1.00 | 730 |
| 5705 | 21371 | 54.53 | 654.00 | 56.00 | 3217.20 | 0 | 1 | 1.00 | 56 |
| 5706 | 21372 | 18.21 | 731.00 | 217.00 | 3950.72 | 0 | 1 | 1.00 | 217 |